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Automation Risk Analysis

Will “Scientist Propagator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Scientist Propagator” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 57% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

42%

“Scientist Propagator” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Soil and Plant Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research in breeding, physiology, production, yield, and management of crops and agricultural plants or trees, shrubs, and nursery stock, their growth in soils, and control of pests; or study the chemical, physical, biological, and mineralogical composition of soils as they relate to plant or crop growth. May classify and map soils and investigate effects of alternative practices on soil and crop productivity.

Avg. Annual Salary $83,040
Avg. Hourly Wage $39.92
Available Jobs (US) 16,600
Job Title & Hierarchy Code (SOC) Soil and Plant Scientists #19-1013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Soil and Plant Scientists”

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Core Skills & Abilities

  • Survey undisturbed or disturbed lands for classification, inventory, mapping, environmental impact assessments, environmental protection planning, conservation planning, or reclamation planning.

  • Provide advice regarding the development of regulatory standards for land reclamation or soil conservation.

  • Plan or supervise land conservation or reclamation programs for industrial development projects.

  • Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.

  • Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.

  • Develop ways of altering soils to suit different types of plants.

  • Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.

  • Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.

  • Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.

  • Identify or classify species of insects or allied forms, such as mites or spiders.

  • Consult with engineers or other technical personnel working on construction projects about the effects of soil problems and possible solutions to these problems.

  • Study ways to improve agricultural sustainability, such as the use of new methods of composting.

  • Perform chemical analyses of the microorganism content of soils to determine microbial reactions or chemical mineralogical relationships to plant growth.

  • Plan or supervise waste management programs for composting or farming.

  • Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.

  • Develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or pests.

  • Research technical requirements or environmental impacts of urban green spaces, such as green roof installations.

  • Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.

  • Conduct experiments investigating how soil forms, changes, or interacts with land-based ecosystems or living organisms.

  • Develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.

  • Conduct research into the use of plant species as green fuels or in the production of green fuels.

  • Study insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.

  • Investigate soil problems or poor water quality to determine sources and effects.

  • Develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

  • Conduct research to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.

  • Conduct experiments regarding causes of bee diseases or factors affecting yields of nectar or pollen.

  • Study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.

Technologies & Software

  • Geographic information system GIS software
  • National Resources Conservation Service NRCS Soils Explorer
  • Mistral AI (chat/models)
  • Geographic information system GIS systems
  • National Resources Conservation Service NRCS PEDON Description Program PDP
  • European Soil Erosion Model EUROSEM
  • Perplexity AI
  • GSLIB
  • Microsoft Excel
  • Variogram Estimation and Spatial Prediction plus Error Vesper
  • Semantic Scholar AI
  • Gemini for Workspace
  • Microsoft Word
  • SoilVision Systems SVOFFICE
  • Mistral (Mistral AI)
  • NotebookLM (Google)
  • 3dMapper
  • Qwen (Alibaba)
  • Kimi (Moonshot AI)
  • PedonCE
  • SGeMS
  • National Soil Information System NASIS
  • Microsoft Access
  • Water Erosion Prediction Project WEPP
  • Nova (Amazon)
  • R
  • Llama (Meta)
  • ESRI ArcGIS software
  • Microsoft Active Server Pages ASP
  • Soil information databases
  • ChatGPT (OpenAI)
  • Gstat
  • Microsoft PowerPoint
  • SAS
  • GAEA Technologies WinSieve
  • IBM SPSS Statistics
  • GEOEAS
  • Microsoft Office software
  • DeepSeek
  • Erosion Productivity Impact Calculator EPIC
  • Word processing software
  • STATISTICA
  • SPAW
  • Consensus
  • Scite AI
  • Claude (Anthropic)
  • PC-Progress HYDRUS
  • UNSATFLOW
  • Elicit
  • Gemini (Google)
  • LandSerf
  • Autodesk AutoCAD
  • Leica Geosystems ERDAS IMAGINE
  • Grok (xAI)
  • Circulating water baths
  • X ray fluorescence XRF spectrometers
  • Atomic absorption AA spectrometers
  • Infrared cameras
  • Mass spectrometers
  • Desktop computers
  • Psychrometers
  • Tensiometers
  • Electron microscopes
  • Laboratory sieves
  • Dataloggers
  • Digital pH meters
  • Gel electrophoresis systems
  • Hand augers
  • Epifluorescence microscopes
  • Polymerase chain reaction PCR equipment
  • Osmometers
  • Canopy analyzers
  • Gel dryers
  • Ion chromatographs
  • Spectrophotometers
  • Laboratory mixers
  • Hot water shaking baths
  • Calibrated soil scoops
  • Inductively coupled plasma atomic emission spectrometers ICP-AES
  • Soil augers
  • Glass flasks
  • Laboratory grinders
  • Laboratory test tubes
  • Personal digital assistants PDA
  • Global positioning system GPS receivers
  • Luminometers
  • Ground penetrating radar GPR
  • Organic carbon analyzers
  • Personal computers
  • Autosamplers
  • Digital cameras
  • Infrared gas analyzers
  • Soil thermometers
  • Polarizing microscopes
  • Light detection and ranging LIDAR systems
  • High speed centrifuges
  • Precision balances
  • Heat flux plates
  • Reciprocating shaker water baths
  • Thermocouples
  • pH indicators
  • Gel documentation systems
  • Sample containers
  • Soil moisture neutron probes
  • Soil analysis hydrometers
  • Graduated glass cylinders
  • Cell tissue culture incubators
  • Gamma ray spectrometers
  • Laminar flow hoods
  • Fluorimeters
  • Colorimeters
  • Lysimeters
  • Synthetic aperture radar SAR
  • Laboratory growth chambers
  • Laboratory drying ovens
  • Laser particle sizers
  • Glass beakers
  • Conductivity meters
  • Flame photometers
  • Erlenmeyer flasks
  • Laboratory muffle furnaces
  • Refrigerated microfuges
  • Microtiter plate readers
  • Laptop computers
  • Porometers